PHPcon Niigata talk: 7 keys to team development with generative AI

4310sy · x · 2026-11-14

Insurtech Lab presented "7 points for team development with generative AI" at PHP Conference Niigata, borrowing the observational lens from the manga Ruri no Houseki — seeing a wide world in a single grain of sand — and framing AI development as scientific exploration: observe, hypothesize, experiment, update.

The 7 points: observation, knowledge, experiment, data, concrete vs. abstract, diverse teams, and the field (genba).

The talk pushes back on the "AI makes building easy, engineers are obsolete" narrative, showing that even a single feature involves layered management perspectives — product, platform, project, and people — all of which still matter in the AI era. The reposter says it's worth sharing and reading together at work.

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